.. _examples:

=================
Notebook Examples
=================

Welcome to sktime's notebook examples!

These consist of introductory notebooks, ordered by learning task.

For guided tutorials with videos, see our :ref:`tutorials` page.

To run the notebooks interactively, you can
`launch them on binder <https://mybinder.org/v2/gh/sktime/sktime/main?filepath=examples>`_
without having to install anything.

We assume basic familiarity with `scikit-learn`_.
If you haven't worked with scikit-learn before, check out their
`getting-started guide`_ or the introduction notebook below.

.. _scikit-learn: https://scikit-learn.org/stable/
.. _getting-started guide: https://scikit-learn.org/stable/getting_started.html


Introduction
============

.. nbgallery::
    :glob:

    examples/00_sktime_intro.ipynb

Forecasting
===========

.. nbgallery::
    :glob:

    examples/01_forecasting.ipynb
    examples/01a_forecasting_sklearn.ipynb
    examples/01b_forecasting_proba.ipynb
    examples/01c_forecasting_hierarchical_global.ipynb

Time Series Classification, Regression, Clustering
==================================================

.. nbgallery::
    :glob:

    examples/02_classification.ipynb

Transformations, pipelines
==========================

.. nbgallery::
    :glob:

    examples/03_transformers.ipynb
    examples/03a_transformers_cheat_sheet.ipynb
    examples/03b_forecasting_transformers_pipelines_tuning.ipynb

Changepoint, Anomaly or Outlier Detection
=========================================

.. nbgallery::
    :glob:

    examples/07_detection_anomaly_changepoints.ipynb
    examples/annotation/*

Time series Distances, Kernels, Alignment
=========================================

.. nbgallery::
    :glob:

    examples/06_distances_kernels_alignment.ipynb

Data formats and data sets
==========================

.. nbgallery::
    :glob:

    examples/AA_datatypes_and_datasets.ipynb

Benchmarking
============

.. nbgallery::
    :glob:

    examples/04_benchmarking.ipynb
    examples/04_benchmarking_v2.ipynb
